Pandas Profiling Report

Dataset statistics

Number of variables	32
Number of observations	100000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	24.4 MiB
Average record size in memory	256.0 B

Variable types

Numeric	31
Categorical	1

Warnings

`df_index` is highly correlated with `Time`	High correlation
`Time` is highly correlated with `df_index`	High correlation
`df_index` has unique values	Unique

Reproduction

Analysis started	2021-04-20 08:18:49.288514
Analysis finished	2021-04-20 08:23:14.179659
Duration	4 minutes and 24.89 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	100000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	142340.2683
Minimum	2
Maximum	284806
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	2
5-th percentile	14160.85
Q1	70916.25
median	142581.5
Q3	213801.25
95-th percentile	270394.3
Maximum	284806
Range	284804
Interquartile range (IQR)	142885

Descriptive statistics

Standard deviation	82283.55777
Coefficient of variation (CV)	0.5780764556
Kurtosis	-1.202906952
Mean	142340.2683
Median Absolute Deviation (MAD)	71428
Skewness	-0.001454662974
Sum	1.423402683 × 10¹⁰
Variance	6770583878
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
262144	1	< 0.1%
165114	1	< 0.1%
28333	1	< 0.1%
115986	1	< 0.1%
156034	1	< 0.1%
120080	1	< 0.1%
208143	1	< 0.1%
75022	1	< 0.1%
79116	1	< 0.1%
68875	1	< 0.1%
Other values (99990)	99990	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
11	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
18	1	< 0.1%
23	1	< 0.1%

Value	Count	Frequency (%)
284806	1	< 0.1%
284803	1	< 0.1%
284799	1	< 0.1%
284794	1	< 0.1%
284793	1	< 0.1%
284788	1	< 0.1%
284786	1	< 0.1%
284785	1	< 0.1%
284784	1	< 0.1%
284783	1	< 0.1%

Time
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	71127
Distinct (%)	71.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	94802.18404
Minimum	1
Maximum	172792
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	1
5-th percentile	25182.55
Q1	54074
median	84805
Q3	139398
95-th percentile	164059.1
Maximum	172792
Range	172791
Interquartile range (IQR)	85324

Descriptive statistics

Standard deviation	47523.37745
Coefficient of variation (CV)	0.501289901
Kurtosis	-1.296094977
Mean	94802.18404
Median Absolute Deviation (MAD)	42718
Skewness	-0.03754491058
Sum	9480218404
Variance	2258471405
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
163152	12	< 0.1%
64947	12	< 0.1%
68780	11	< 0.1%
128860	9	< 0.1%
3754	8	< 0.1%
19913	8	< 0.1%
3750	8	< 0.1%
109835	8	< 0.1%
19909	8	< 0.1%
142583	7	< 0.1%
Other values (71117)	99909	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
18	1	< 0.1%
22	1	< 0.1%
23	2	< 0.1%

Value	Count	Frequency (%)
172792	1	< 0.1%
172787	1	< 0.1%
172783	1	< 0.1%
172777	1	< 0.1%
172775	1	< 0.1%
172770	1	< 0.1%
172768	4	< 0.1%
172767	1	< 0.1%
172766	1	< 0.1%
172764	1	< 0.1%

V1
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.002443143348
Minimum	-56.40750963
Maximum	2.454929991
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-56.40750963
5-th percentile	-2.879738774
Q1	-0.9255333437
median	0.01508895896
Q3	1.31523154
95-th percentile	2.081885364
Maximum	2.454929991
Range	58.86243962
Interquartile range (IQR)	2.240764884

Descriptive statistics

Standard deviation	1.96663765
Coefficient of variation (CV)	-804.9620385
Kurtosis	36.12375333
Mean	-0.002443143348
Median Absolute Deviation (MAD)	1.196562255
Skewness	-3.424061969
Sum	-244.3143348
Variance	3.867663647
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.053311214	32	< 0.1%
1.302377965	28	< 0.1%
1.245673819	25	< 0.1%
2.055797006	21	< 0.1%
2.040211058	21	< 0.1%
1.01841182	16	< 0.1%
1.332849312	15	< 0.1%
-0.30252069	15	< 0.1%
0.8986142746	15	< 0.1%
1.335053154	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-56.40750963	1	< 0.1%
-41.92873752	1	< 0.1%
-37.55806711	1	< 0.1%
-36.80231991	1	< 0.1%
-35.55725309	1	< 0.1%
-34.54929609	1	< 0.1%
-33.40408161	1	< 0.1%
-32.35303988	1	< 0.1%
-31.32289536	1	< 0.1%
-30.51545511	1	< 0.1%

Value	Count	Frequency (%)
2.454929991	1	< 0.1%
2.45188849	1	< 0.1%
2.446504985	1	< 0.1%
2.439207481	1	< 0.1%
2.430506781	1	< 0.1%
2.420063784	1	< 0.1%
2.412719517	1	< 0.1%
2.409346575	1	< 0.1%
2.40868275	1	< 0.1%
2.408045735	1	< 0.1%

V2
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.00550603596
Minimum	-72.71572756
Maximum	21.46720299
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-72.71572756
5-th percentile	-1.965967486
Q1	-0.6001760629
median	0.06299866618
Q3	0.802629041
95-th percentile	1.801268743
Maximum	21.46720299
Range	94.18293056
Interquartile range (IQR)	1.402805104

Descriptive statistics

Standard deviation	1.672928337
Coefficient of variation (CV)	-303.8353453
Kurtosis	129.5747581
Mean	-0.00550603596
Median Absolute Deviation (MAD)	0.7028608674
Skewness	-5.470522622
Sum	-550.603596
Variance	2.798689221
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08973464782	32	< 0.1%
-0.6065293082	28	< 0.1%
0.1669750195	25	< 0.1%
-0.1469749748	21	< 0.1%
-0.3266677731	21	< 0.1%
1.036663009	16	< 0.1%
0.3891982492	15	< 0.1%
0.03389619282	15	< 0.1%
0.4474736062	15	< 0.1%
0.3314640264	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-72.71572756	1	< 0.1%
-63.34469832	1	< 0.1%
-60.46461766	1	< 0.1%
-42.17268752	1	< 0.1%
-40.80398122	1	< 0.1%
-38.43681729	1	< 0.1%
-37.15422092	1	< 0.1%
-36.62542856	1	< 0.1%
-34.57506368	1	< 0.1%
-33.20419164	1	< 0.1%

Value	Count	Frequency (%)
21.46720299	1	< 0.1%
16.4974719	2	< 0.1%
16.43452455	1	< 0.1%
16.15570143	1	< 0.1%
15.59819266	1	< 0.1%
14.70633467	1	< 0.1%
12.79388008	1	< 0.1%
12.78597064	3	< 0.1%
12.57211785	1	< 0.1%
12.37398914	1	< 0.1%

V3
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.005127609486
Minimum	-30.55869682
Maximum	4.22610848
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-30.55869682
5-th percentile	-2.386041907
Q1	-0.8905612167
median	0.1850318973
Q3	1.031622299
95-th percentile	2.065438443
Maximum	4.22610848
Range	34.7848053
Interquartile range (IQR)	1.922183516

Descriptive statistics

Standard deviation	1.50662282
Coefficient of variation (CV)	293.8255778
Kurtosis	20.57843146
Mean	0.005127609486
Median Absolute Deviation (MAD)	0.9360733046
Skewness	-2.004069543
Sum	512.7609486
Variance	2.269912321
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.681835669	32	< 0.1%
-0.6819861929	28	< 0.1%
0.4883057426	25	< 0.1%
-2.955933665	21	< 0.1%
-2.752040956	21	< 0.1%
-1.689813707	16	< 0.1%
-0.4957574879	15	< 0.1%
-2.165596605	15	< 0.1%
-0.0832970051	15	< 0.1%
-2.057762777	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-30.55869682	1	< 0.1%
-30.17731746	2	< 0.1%
-30.01371249	1	< 0.1%
-28.92375595	1	< 0.1%
-26.87133878	1	< 0.1%
-24.96232178	1	< 0.1%
-24.20214223	1	< 0.1%
-23.00900291	1	< 0.1%
-22.80123769	1	< 0.1%
-22.5887591	1	< 0.1%

Value	Count	Frequency (%)
4.22610848	1	< 0.1%
4.187810599	1	< 0.1%
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.985446047	1	< 0.1%
3.971380972	1	< 0.1%
3.945275899	1	< 0.1%
3.940337447	1	< 0.1%

V4
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.001372789263
Minimum	-5.600607141
Maximum	16.87534403
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-5.600607141
5-th percentile	-2.191273481
Q1	-0.8494377935
median	-0.02250721381
Q3	0.7442022925
95-th percentile	2.570572918
Maximum	16.87534403
Range	22.47595117
Interquartile range (IQR)	1.593640086

Descriptive statistics

Standard deviation	1.419198749
Coefficient of variation (CV)	1033.806709
Kurtosis	2.865500742
Mean	0.001372789263
Median Absolute Deviation (MAD)	0.8006235491
Skewness	0.7066638528
Sum	137.2789263
Variance	2.01412509
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4542119602	32	< 0.1%
-1.904603396	28	< 0.1%
0.6353219207	25	< 0.1%
-0.8423160333	21	< 0.1%
-0.5783559789	21	< 0.1%
1.315475833	16	< 0.1%
-3.214799282	15	< 0.1%
1.256326169	15	< 0.1%
-0.3068726238	15	< 0.1%
-0.3461753553	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.600607141	1	< 0.1%
-5.266508626	1	< 0.1%
-5.07124131	1	< 0.1%
-5.043049348	1	< 0.1%
-4.872670818	1	< 0.1%
-4.863246235	1	< 0.1%
-4.837170259	1	< 0.1%
-4.800092702	1	< 0.1%
-4.794697076	1	< 0.1%
-4.790223849	1	< 0.1%

Value	Count	Frequency (%)
16.87534403	1	< 0.1%
16.71553737	1	< 0.1%
16.49121717	1	< 0.1%
12.69954199	1	< 0.1%
12.11467184	1	< 0.1%
11.84470273	1	< 0.1%
11.80546921	1	< 0.1%
11.73743614	1	< 0.1%
11.33281208	1	< 0.1%
11.22950154	1	< 0.1%

V5
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.00215204551
Minimum	-35.18212031
Maximum	34.80166588
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-35.18212031
5-th percentile	-1.702405672
Q1	-0.6937418559
median	-0.05719808679
Q3	0.6084654117
95-th percentile	2.10463645
Maximum	34.80166588
Range	69.98378619
Interquartile range (IQR)	1.302207268

Descriptive statistics

Standard deviation	1.360271883
Coefficient of variation (CV)	-632.0832328
Kurtosis	41.43402388
Mean	-0.00215204551
Median Absolute Deviation (MAD)	0.6505340228
Skewness	-0.7491863352
Sum	-215.204551
Variance	1.850339595
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2983103715	32	< 0.1%
1.326623107	28	< 0.1%
-0.5627766808	25	< 0.1%
2.609358271	21	< 0.1%
2.46307226	21	< 0.1%
1.698436056	16	< 0.1%
2.641351251	15	< 0.1%
2.705041053	15	< 0.1%
0.5540913478	15	< 0.1%
2.583233822	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-35.18212031	1	< 0.1%
-32.092129	1	< 0.1%
-27.75296366	1	< 0.1%
-27.73748743	1	< 0.1%
-25.79113233	1	< 0.1%
-23.6118649	1	< 0.1%
-22.32581619	1	< 0.1%
-22.0645193	1	< 0.1%
-21.6656543	1	< 0.1%
-21.22580965	1	< 0.1%

Value	Count	Frequency (%)
34.80166588	1	< 0.1%
25.60407727	1	< 0.1%
18.31085722	1	< 0.1%
18.25401059	1	< 0.1%
17.47992881	1	< 0.1%
17.47182778	1	< 0.1%
16.87896731	1	< 0.1%
16.42166129	1	< 0.1%
16.37469851	1	< 0.1%
16.25778195	1	< 0.1%

V6
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.002252781357
Minimum	-26.16050594
Maximum	21.55049619
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-26.16050594
5-th percentile	-1.405796835
Q1	-0.7638722672
median	-0.2711070652
Q3	0.4007986652
95-th percentile	3.154137987
Maximum	21.55049619
Range	47.71100213
Interquartile range (IQR)	1.164670932

Descriptive statistics

Standard deviation	1.324951757
Coefficient of variation (CV)	588.140413
Kurtosis	10.33962851
Mean	0.002252781357
Median Absolute Deviation (MAD)	0.5572555409
Skewness	1.353725179
Sum	225.2781357
Variance	1.755497159
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9535260864	32	< 0.1%
3.436312447	28	< 0.1%
-1.011072616	25	< 0.1%
3.173856423	21	< 0.1%
3.142641531	21	< 0.1%
0.528806549	16	< 0.1%
0.7023423327	15	< 0.1%
2.808083764	15	< 0.1%
2.762439585	15	< 0.1%
2.854101997	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26.16050594	1	< 0.1%
-17.92727412	1	< 0.1%
-13.59128609	1	< 0.1%
-12.70947483	1	< 0.1%
-12.29949484	1	< 0.1%
-12.00791168	1	< 0.1%
-11.75587822	1	< 0.1%
-11.70331621	1	< 0.1%
-11.65663233	1	< 0.1%
-11.49578761	1	< 0.1%

Value	Count	Frequency (%)
21.55049619	1	< 0.1%
21.39306876	1	< 0.1%
18.07203126	1	< 0.1%
16.6140541	1	< 0.1%
16.4932271	1	< 0.1%
16.41063752	1	< 0.1%
16.24619692	1	< 0.1%
15.56882284	1	< 0.1%
14.79331812	1	< 0.1%
14.67236049	1	< 0.1%

V7
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.002313703014
Minimum	-41.50679608
Maximum	36.87736827
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-41.50679608
5-th percentile	-1.43758065
Q1	-0.5564937701
median	0.04118809061
Q3	0.5706193386
95-th percentile	1.413016247
Maximum	36.87736827
Range	78.38416435
Interquartile range (IQR)	1.127113109

Descriptive statistics

Standard deviation	1.226924198
Coefficient of variation (CV)	530.2859489
Kurtosis	96.5376512
Mean	0.002313703014
Median Absolute Deviation (MAD)	0.5623631931
Skewness	-0.4250741145
Sum	231.3703014
Variance	1.505342988
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1520025453	32	< 0.1%
-1.145126827	28	< 0.1%
0.01495266147	25	< 0.1%
-0.4168828412	21	< 0.1%
-0.432125924	21	< 0.1%
0.3317145024	16	< 0.1%
0.5938465551	15	< 0.1%
0.1556682316	15	< 0.1%
-0.1716266361	15	< 0.1%
-0.1875473373	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-41.50679608	1	< 0.1%
-31.76494649	1	< 0.1%
-31.19732855	2	< 0.1%
-28.01129291	1	< 0.1%
-23.92866103	1	< 0.1%
-23.38050782	1	< 0.1%
-23.18939651	1	< 0.1%
-21.92281103	1	< 0.1%
-21.57065018	1	< 0.1%
-21.23446315	1	< 0.1%

Value	Count	Frequency (%)
36.87736827	1	< 0.1%
34.30317686	1	< 0.1%
28.50406537	1	< 0.1%
28.06982214	1	< 0.1%
25.23519499	1	< 0.1%
24.95658734	1	< 0.1%
24.42271565	1	< 0.1%
23.86305185	1	< 0.1%
23.71878301	1	< 0.1%
23.47521708	1	< 0.1%

V8
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.004723850422
Minimum	-73.21671846
Maximum	19.58777262
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-73.21671846
5-th percentile	-0.8502103849
Q1	-0.2097155058
median	0.02038174963
Q3	0.3248667352
95-th percentile	1.04320567
Maximum	19.58777262
Range	92.80449108
Interquartile range (IQR)	0.534582241

Descriptive statistics

Standard deviation	1.219964483
Coefficient of variation (CV)	-258.2563743
Kurtosis	289.7715021
Mean	-0.004723850422
Median Absolute Deviation (MAD)	0.2580593278
Skewness	-9.699449633
Sum	-472.3850422
Variance	1.48831334
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2070713797	32	< 0.1%
0.9591472621	28	< 0.1%
-0.1602108633	25	< 0.1%
0.7843929483	21	< 0.1%
0.7277062007	21	< 0.1%
0.3645387616	16	< 0.1%
0.1963597357	15	< 0.1%
0.5564510255	15	< 0.1%
0.6833517336	15	< 0.1%
0.6851537704	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-73.21671846	1	< 0.1%
-50.42009006	1	< 0.1%
-41.48482251	1	< 0.1%
-38.98726274	1	< 0.1%
-37.35344264	3	< 0.1%
-31.87673165	1	< 0.1%
-28.03583822	1	< 0.1%
-27.59636662	1	< 0.1%
-26.71745292	1	< 0.1%
-25.89006133	1	< 0.1%

Value	Count	Frequency (%)
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.32940553	1	< 0.1%
13.69641612	1	< 0.1%
13.27680481	1	< 0.1%
12.85716502	1	< 0.1%
12.35781729	1	< 0.1%
12.10106206	1	< 0.1%
11.54125258	1	< 0.1%
11.47749279	1	< 0.1%

V9
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.002974098666
Minimum	-13.43406632
Maximum	10.31397373
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-13.43406632
5-th percentile	-1.764684094
Q1	-0.6471708098
median	-0.05480626564
Q3	0.5926529156
95-th percentile	1.793617696
Maximum	10.31397373
Range	23.74804005
Interquartile range (IQR)	1.239823725

Descriptive statistics

Standard deviation	1.100249098
Coefficient of variation (CV)	-369.9437113
Kurtosis	3.698151787
Mean	-0.002974098666
Median Absolute Deviation (MAD)	0.6208239626
Skewness	0.5427987734
Sum	-297.4098666
Variance	1.210548078
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5873352664	32	< 0.1%
1.671301564	28	< 0.1%
0.1703618522	25	< 0.1%
0.6086058703	21	< 0.1%
0.3599023789	21	< 0.1%
-0.7117979388	16	< 0.1%
0.6977195955	15	< 0.1%
-0.2979620013	15	< 0.1%
1.160758531	15	< 0.1%
-0.2866140686	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13.43406632	1	< 0.1%
-9.462572605	2	< 0.1%
-8.9609217	1	< 0.1%
-8.739670371	1	< 0.1%
-8.630390306	1	< 0.1%
-8.603038097	1	< 0.1%
-8.507058637	1	< 0.1%
-7.930899968	1	< 0.1%
-7.811022382	1	< 0.1%
-7.570322409	1	< 0.1%

Value	Count	Frequency (%)
10.31397373	1	< 0.1%
9.272375626	1	< 0.1%
9.213022586	1	< 0.1%
9.112555382	1	< 0.1%
9.099081551	1	< 0.1%
9.07710731	1	< 0.1%
8.955668574	1	< 0.1%
8.918202354	1	< 0.1%
8.911164217	1	< 0.1%
8.691889271	1	< 0.1%

V10
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0009009076206
Minimum	-24.40318497
Maximum	15.33174156
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-24.40318497
5-th percentile	-1.33723791
Q1	-0.5359027355
median	-0.09230669343
Q3	0.4522700598
95-th percentile	1.550954244
Maximum	15.33174156
Range	39.73492653
Interquartile range (IQR)	0.9881727953

Descriptive statistics

Standard deviation	1.080547211
Coefficient of variation (CV)	-1199.398458
Kurtosis	32.67276741
Mean	-0.0009009076206
Median Absolute Deviation (MAD)	0.4804597651
Skewness	1.165281068
Sum	-90.09076206
Variance	1.167582275
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3620473484	32	< 0.1%
-1.02294603	28	< 0.1%
-0.04457458938	25	< 0.1%
-0.07518616994	21	< 0.1%
-0.3510751014	21	< 0.1%
-1.57028828	16	< 0.1%
-1.090180906	15	< 0.1%
-0.6520966004	15	< 0.1%
-0.5182587848	15	< 0.1%
-0.5359027355	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-24.40318497	1	< 0.1%
-22.18708856	2	< 0.1%
-18.91324333	1	< 0.1%
-18.27116817	1	< 0.1%
-16.30353766	1	< 0.1%
-16.25561175	1	< 0.1%
-15.23996196	1	< 0.1%
-15.23183337	1	< 0.1%
-15.12416281	1	< 0.1%
-14.74109638	1	< 0.1%

Value	Count	Frequency (%)
15.33174156	1	< 0.1%
15.24568569	1	< 0.1%
13.81175777	1	< 0.1%
13.6444596	1	< 0.1%
13.24943301	1	< 0.1%
13.19822576	1	< 0.1%
13.16457086	1	< 0.1%
12.92514042	1	< 0.1%
12.84093186	1	< 0.1%
12.81617773	1	< 0.1%

V11
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.003977415719
Minimum	-4.682930548
Maximum	11.22847028
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-4.682930548
5-th percentile	-1.576614801
Q1	-0.7658014692
median	-0.03401506477
Q3	0.7363230715
95-th percentile	1.616469721
Maximum	11.22847028
Range	15.91140083
Interquartile range (IQR)	1.502124541

Descriptive statistics

Standard deviation	1.019696109
Coefficient of variation (CV)	-256.371519
Kurtosis	1.344268504
Mean	-0.003977415719
Median Absolute Deviation (MAD)	0.7508423067
Skewness	0.3191127905
Sum	-397.7415719
Variance	1.039780156
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5895980404	32	< 0.1%
-0.1914229727	28	< 0.1%
-0.3567490185	25	< 0.1%
0.0635044576	21	< 0.1%
0.3296508837	21	< 0.1%
3.463017821	16	< 0.1%
-0.1110879642	15	< 0.1%
0.4180026649	15	< 0.1%
1.606341951	15	< 0.1%
0.3328484176	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.682930548	1	< 0.1%
-4.453852842	1	< 0.1%
-4.339318655	1	< 0.1%
-4.224788057	1	< 0.1%
-4.034717859	1	< 0.1%
-4.010267867	1	< 0.1%
-3.881222482	1	< 0.1%
-3.837485605	1	< 0.1%
-3.790279772	1	< 0.1%
-3.652206856	1	< 0.1%

Value	Count	Frequency (%)
11.22847028	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.44684681	1	< 0.1%
9.76987381	1	< 0.1%
9.659773031	1	< 0.1%
9.442665265	1	< 0.1%
9.421698969	1	< 0.1%
9.328799257	1	< 0.1%
9.179225309	1	< 0.1%

V12
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.86085157 × 10⁵
Minimum	-18.68371463
Maximum	7.848392076
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-18.68371463
5-th percentile	-1.971730327
Q1	-0.4047158112
median	0.1378110311
Q3	0.6159065776
95-th percentile	1.245350753
Maximum	7.848392076
Range	26.53210671
Interquartile range (IQR)	1.020622389

Descriptive statistics

Standard deviation	0.9939346141
Coefficient of variation (CV)	34742.61386
Kurtosis	19.78786082
Mean	2.86085157 × 10⁵
Median Absolute Deviation (MAD)	0.505954137
Skewness	-2.219871194
Sum	2.86085157
Variance	0.9879060171
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1747120531	32	< 0.1%
0.6310273415	28	< 0.1%
-0.07345951735	25	< 0.1%
0.3505635733	21	< 0.1%
0.1835081206	21	< 0.1%
0.5384113631	16	< 0.1%
0.06265234746	15	< 0.1%
-2.525492525	15	< 0.1%
-0.3224369237	15	< 0.1%
-0.2683187385	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-18.68371463	1	< 0.1%
-18.55369701	1	< 0.1%
-17.18291843	1	< 0.1%
-17.15040525	1	< 0.1%
-17.13130095	1	< 0.1%
-16.38805417	1	< 0.1%
-16.06030576	1	< 0.1%
-15.96920752	1	< 0.1%
-15.71760665	1	< 0.1%
-15.47905248	1	< 0.1%

Value	Count	Frequency (%)
7.848392076	1	< 0.1%
4.846452409	1	< 0.1%
4.472920584	1	< 0.1%
4.31807084	1	< 0.1%
4.242791466	1	< 0.1%
4.23001385	1	< 0.1%
4.192972996	1	< 0.1%
4.113493072	1	< 0.1%
4.072078461	1	< 0.1%
4.063529835	1	< 0.1%

V13
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0003119694546
Minimum	-5.791881206
Maximum	4.569008959
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-5.791881206
5-th percentile	-1.638515718
Q1	-0.6505675914
median	-0.01134721283
Q3	0.6613516649
95-th percentile	1.603871655
Maximum	4.569008959
Range	10.36089016
Interquartile range (IQR)	1.311919256

Descriptive statistics

Standard deviation	0.9949752665
Coefficient of variation (CV)	-3189.335532
Kurtosis	0.2075939234
Mean	-0.0003119694546
Median Absolute Deviation (MAD)	0.6557350168
Skewness	0.05613621012
Sum	-31.19694546
Variance	0.989975781
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.6211270614	32	< 0.1%
0.03190727035	28	< 0.1%
-0.5177596942	25	< 0.1%
-0.1412383222	21	< 0.1%
-0.272918545	21	< 0.1%
-0.3780953845	16	< 0.1%
0.1660467739	15	< 0.1%
-0.1434691546	15	< 0.1%
-0.2384570315	15	< 0.1%
-0.1276141958	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.791881206	1	< 0.1%
-3.961757536	1	< 0.1%
-3.848943149	1	< 0.1%
-3.835617838	1	< 0.1%
-3.816447623	1	< 0.1%
-3.808723988	1	< 0.1%
-3.794186847	1	< 0.1%
-3.785719072	1	< 0.1%
-3.76627374	1	< 0.1%
-3.752082978	1	< 0.1%

Value	Count	Frequency (%)
4.569008959	1	< 0.1%
4.316156232	1	< 0.1%
4.044577086	1	< 0.1%
3.904562358	1	< 0.1%
3.794110436	1	< 0.1%
3.789116208	1	< 0.1%
3.771394555	1	< 0.1%
3.758923088	1	< 0.1%
3.739365881	1	< 0.1%
3.733528863	1	< 0.1%

V14
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.006564374883
Minimum	-18.04999769
Maximum	10.52676605
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-18.04999769
5-th percentile	-1.430461725
Q1	-0.4185124371
median	0.05257197816
Q3	0.4950743092
95-th percentile	1.401921018
Maximum	10.52676605
Range	28.57676374
Interquartile range (IQR)	0.9135867463

Descriptive statistics

Standard deviation	0.9528502564
Coefficient of variation (CV)	145.1547593
Kurtosis	21.71461748
Mean	0.006564374883
Median Absolute Deviation (MAD)	0.4560603579
Skewness	-1.817163297
Sum	656.4374883
Variance	0.9079236111
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.703512784	32	< 0.1%
-0.03142538126	28	< 0.1%
0.4069689344	25	< 0.1%
-0.5974366652	21	< 0.1%
0.6909716184	21	< 0.1%
-3.04549518	16	< 0.1%
2.428011871	15	< 0.1%
-1.154524296	15	< 0.1%
0.2157381385	15	< 0.1%
-0.8682999609	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-18.04999769	1	< 0.1%
-17.23020216	1	< 0.1%
-15.62318733	1	< 0.1%
-15.44502581	1	< 0.1%
-15.29765619	1	< 0.1%
-14.97947735	1	< 0.1%
-14.95298104	1	< 0.1%
-14.69072913	1	< 0.1%
-14.55595721	1	< 0.1%
-14.11615601	1	< 0.1%

Value	Count	Frequency (%)
10.52676605	1	< 0.1%
7.754598748	1	< 0.1%
7.692208544	1	< 0.1%
7.439565532	1	< 0.1%
6.930376527	1	< 0.1%
6.881310398	1	< 0.1%
6.684590745	1	< 0.1%
6.641549869	1	< 0.1%
6.634483211	1	< 0.1%
6.603092736	1	< 0.1%

V15
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.00137183781
Minimum	-4.15253176
Maximum	5.78451389
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-4.15253176
5-th percentile	-1.596569637
Q1	-0.5860232796
median	0.04456360468
Q3	0.6512293429
95-th percentile	1.373283529
Maximum	5.78451389
Range	9.937045649
Interquartile range (IQR)	1.237252623

Descriptive statistics

Standard deviation	0.9168035104
Coefficient of variation (CV)	-668.3031357
Kurtosis	0.281122631
Mean	-0.00137183781
Median Absolute Deviation (MAD)	0.6175773136
Skewness	-0.306991889
Sum	-137.183781
Variance	0.8405286767
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2719566102	32	< 0.1%
1.446626976	28	< 0.1%
1.124146923	25	< 0.1%
0.5838968103	21	< 0.1%
1.275257039	21	< 0.1%
1.468911143	16	< 0.1%
1.069355893	15	< 0.1%
1.157633714	15	< 0.1%
1.169787788	15	< 0.1%
1.128538982	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.15253176	1	< 0.1%
-4.097947131	1	< 0.1%
-4.025373127	1	< 0.1%
-3.936008084	1	< 0.1%
-3.885693538	1	< 0.1%
-3.832618924	1	< 0.1%
-3.793488718	1	< 0.1%
-3.764747706	1	< 0.1%
-3.743365177	1	< 0.1%
-3.72600635	1	< 0.1%

Value	Count	Frequency (%)
5.78451389	1	< 0.1%
5.720478632	1	< 0.1%
5.667667171	1	< 0.1%
4.858397949	1	< 0.1%
4.824577426	1	< 0.1%
4.765514439	1	< 0.1%
4.198582904	1	< 0.1%
4.153005564	1	< 0.1%
4.082145601	1	< 0.1%
3.898970538	1	< 0.1%

V16
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.002794249509
Minimum	-13.25154198
Maximum	8.28988956
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-13.25154198
5-th percentile	-1.492372695
Q1	-0.4716811154
median	0.0616335167
Q3	0.519216912
95-th percentile	1.325563673
Maximum	8.28988956
Range	21.54143154
Interquartile range (IQR)	0.9908980274

Descriptive statistics

Standard deviation	0.8762853064
Coefficient of variation (CV)	-313.6030993
Kurtosis	9.972666074
Mean	-0.002794249509
Median Absolute Deviation (MAD)	0.4930348613
Skewness	-1.105988084
Sum	-279.4249509
Variance	0.7678759382
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3186880634	32	< 0.1%
-0.1218203786	28	< 0.1%
0.3424697541	25	< 0.1%
-0.371962125	21	< 0.1%
0.1786758365	21	< 0.1%
-0.02974151433	16	< 0.1%
-1.53234065	15	< 0.1%
0.8781749178	15	< 0.1%
-0.2552305247	15	< 0.1%
0.7865060537	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13.25154198	1	< 0.1%
-12.44856234	1	< 0.1%
-12.42796136	1	< 0.1%
-12.391346	1	< 0.1%
-12.37533374	1	< 0.1%
-12.22718928	1	< 0.1%
-12.14654014	1	< 0.1%
-12.10560225	1	< 0.1%
-11.91148302	1	< 0.1%
-11.86673064	1	< 0.1%

Value	Count	Frequency (%)
8.28988956	1	< 0.1%
6.442797901	1	< 0.1%
5.562387814	1	< 0.1%
5.477283428	1	< 0.1%
5.196516056	1	< 0.1%
5.018005406	1	< 0.1%
5.000095887	1	< 0.1%
4.734321498	1	< 0.1%
4.720958761	1	< 0.1%
4.53127503	1	< 0.1%

V17
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.563775149 × 10⁵
Minimum	-25.16279937
Maximum	7.893392532
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-25.16279937
5-th percentile	-0.98072926
Q1	-0.4827173173
median	-0.06617546904
Q3	0.3968656316
95-th percentile	1.267274415
Maximum	7.893392532
Range	33.0561919
Interquartile range (IQR)	0.8795829489

Descriptive statistics

Standard deviation	0.8439275263
Coefficient of variation (CV)	-32917.3768
Kurtosis	105.8244839
Mean	-2.563775149 × 10⁵
Median Absolute Deviation (MAD)	0.4370274585
Skewness	-4.095252185
Sum	-2.563775149
Variance	0.7122136696
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5493651287	32	< 0.1%
-0.651405237	28	< 0.1%
-0.3746564401	25	< 0.1%
-0.6019568028	21	< 0.1%
0.4738982783	21	< 0.1%
3.664588481	16	< 0.1%
1.822234493	15	< 0.1%
0.5369175197	15	< 0.1%
-1.072084985	15	< 0.1%
0.316435261	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-25.16279937	1	< 0.1%
-22.88399858	1	< 0.1%
-22.66790541	1	< 0.1%
-22.60886819	1	< 0.1%
-22.54165173	1	< 0.1%
-21.71018765	1	< 0.1%
-21.67398671	1	< 0.1%
-21.58515214	1	< 0.1%
-21.33819509	1	< 0.1%
-20.29921651	1	< 0.1%

Value	Count	Frequency (%)
7.893392532	1	< 0.1%
7.343069613	1	< 0.1%
7.297706446	1	< 0.1%
7.293107795	1	< 0.1%
6.669376499	1	< 0.1%
6.627797769	1	< 0.1%
6.609365809	1	< 0.1%
6.513391707	1	< 0.1%
6.50927165	1	< 0.1%
6.431679997	1	< 0.1%

V18
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0003994363091
Minimum	-9.498745921
Maximum	5.041069185
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-9.498745921
5-th percentile	-1.352390377
Q1	-0.4978023362
median	-0.004396546749
Q3	0.4992059939
95-th percentile	1.395691651
Maximum	5.041069185
Range	14.53981511
Interquartile range (IQR)	0.9970083301

Descriptive statistics

Standard deviation	0.8381810153
Coefficient of variation (CV)	-2098.409674
Kurtosis	2.96113677
Mean	-0.0003994363091
Median Absolute Deviation (MAD)	0.4977718962
Skewness	-0.2891891541
Sum	-39.94363091
Variance	0.7025474144
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2577858579	32	< 0.1%
0.6179704765	28	< 0.1%
-0.4389924324	25	< 0.1%
-0.05264014626	21	< 0.1%
-0.4988497987	21	< 0.1%
-0.1051895888	16	< 0.1%
-1.963373148	15	< 0.1%
0.4851104315	15	< 0.1%
0.7128730126	15	< 0.1%
0.587856253	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.498745921	1	< 0.1%
-9.287832214	1	< 0.1%
-9.264608733	1	< 0.1%
-9.090892061	1	< 0.1%
-9.042845151	1	< 0.1%
-8.859451925	1	< 0.1%
-8.398551995	1	< 0.1%
-8.314092312	1	< 0.1%
-8.06120799	1	< 0.1%
-8.045435716	1	< 0.1%

Value	Count	Frequency (%)
5.041069185	1	< 0.1%
4.712397566	1	< 0.1%
4.115559919	1	< 0.1%
4.029395421	1	< 0.1%
3.832711791	1	< 0.1%
3.801864513	1	< 0.1%
3.769689909	1	< 0.1%
3.74060167	1	< 0.1%
3.72847733	1	< 0.1%
3.66446042	1	< 0.1%

V19
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.003147736691
Minimum	-7.21352743
Maximum	4.891062441
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-7.21352743
5-th percentile	-1.353955937
Q1	-0.453254747
median	0.006248822504
Q3	0.4628273392
95-th percentile	1.291048155
Maximum	4.891062441
Range	12.10458987
Interquartile range (IQR)	0.9160820862

Descriptive statistics

Standard deviation	0.8152259684
Coefficient of variation (CV)	258.9879804
Kurtosis	1.787861996
Mean	0.003147736691
Median Absolute Deviation (MAD)	0.4581293164
Skewness	0.09219573505
Sum	314.7736691
Variance	0.6645933795
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01625612798	32	< 0.1%
0.9276000446	28	< 0.1%
-0.116090785	25	< 0.1%
-0.1400986848	21	< 0.1%
-0.3305904484	21	< 0.1%
-2.097944321	16	< 0.1%
-2.149184768	15	< 0.1%
0.006773555225	15	< 0.1%
0.2713148852	15	< 0.1%
0.04935008318	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.21352743	1	< 0.1%
-6.938297318	1	< 0.1%
-4.676092279	1	< 0.1%
-4.395282985	1	< 0.1%
-4.289381664	1	< 0.1%
-4.278667113	1	< 0.1%
-4.223961155	1	< 0.1%
-4.171707305	1	< 0.1%
-4.051538214	1	< 0.1%
-4.038451245	1	< 0.1%

Value	Count	Frequency (%)
4.891062441	1	< 0.1%
4.801122553	1	< 0.1%
4.703263246	1	< 0.1%
4.547377826	1	< 0.1%
4.475126909	1	< 0.1%
4.369712349	1	< 0.1%
4.349482848	1	< 0.1%
4.270930995	1	< 0.1%
4.261866766	1	< 0.1%
4.211090543	1	< 0.1%

V20
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.001199056244
Minimum	-28.00963533
Maximum	39.42090425
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-28.00963533
5-th percentile	-0.5589893914
Q1	-0.2117614553
median	-0.06127293208
Q3	0.1340508689
95-th percentile	0.8349375911
Maximum	39.42090425
Range	67.43053958
Interquartile range (IQR)	0.3458123241

Descriptive statistics

Standard deviation	0.7893673943
Coefficient of variation (CV)	-658.3239098
Kurtosis	275.3145104
Mean	-0.001199056244
Median Absolute Deviation (MAD)	0.1691814807
Skewness	-0.6537713193
Sum	-119.9056244
Variance	0.6231008832
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1874207884	32	< 0.1%
0.005756655419	28	< 0.1%
-0.1320797243	25	< 0.1%
-0.1207140343	21	< 0.1%
-0.1803701186	21	< 0.1%
-0.1675554163	16	< 0.1%
0.0536071193	15	< 0.1%
-0.2524967714	15	< 0.1%
0.1560890111	15	< 0.1%
0.04521744119	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-28.00963533	1	< 0.1%
-25.22234524	1	< 0.1%
-21.53382174	1	< 0.1%
-21.38712193	1	< 0.1%
-21.02827171	1	< 0.1%
-21.02481709	1	< 0.1%
-20.20794018	1	< 0.1%
-20.09791836	1	< 0.1%
-20.01064109	1	< 0.1%
-19.90261079	1	< 0.1%

Value	Count	Frequency (%)
39.42090425	1	< 0.1%
38.11720913	1	< 0.1%
26.23739079	1	< 0.1%
17.14105236	1	< 0.1%
16.75644793	1	< 0.1%
16.17853495	1	< 0.1%
15.36259431	1	< 0.1%
15.08213486	1	< 0.1%
13.65764654	1	< 0.1%
13.53072108	1	< 0.1%

V21
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.003943637297
Minimum	-34.83038214
Maximum	27.20283916
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-34.83038214
5-th percentile	-0.5076118679
Q1	-0.2300485745
median	-0.0305212163
Q3	0.1840437558
95-th percentile	0.5357257773
Maximum	27.20283916
Range	62.0332213
Interquartile range (IQR)	0.4140923303

Descriptive statistics

Standard deviation	0.7461629124
Coefficient of variation (CV)	-189.2067795
Kurtosis	246.8932856
Mean	-0.003943637297
Median Absolute Deviation (MAD)	0.2058805416
Skewness	3.180899296
Sum	-394.3637297
Variance	0.5567590918
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3611580366	32	< 0.1%
-0.06420828148	28	< 0.1%
-0.262580846	25	< 0.1%
-0.3523338005	21	< 0.1%
0.2697649514	21	< 0.1%
-0.04023759275	16	< 0.1%
0.007342802666	15	< 0.1%
-0.2074324045	15	< 0.1%
0.03151077795	15	< 0.1%
-0.1918199828	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-34.83038214	1	< 0.1%
-22.88934704	1	< 0.1%
-21.45373628	1	< 0.1%
-20.26205434	1	< 0.1%
-15.79014164	1	< 0.1%
-14.05880959	1	< 0.1%
-14.0451851	1	< 0.1%
-14.01798847	1	< 0.1%
-13.99084226	1	< 0.1%
-13.96373133	1	< 0.1%

Value	Count	Frequency (%)
27.20283916	3	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.56568024	1	< 0.1%
19.33082993	1	< 0.1%
19.28360182	1	< 0.1%
19.27597605	1	< 0.1%
19.26345838	1	< 0.1%
16.66646549	1	< 0.1%
16.28366237	1	< 0.1%

V22
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.001612425137
Minimum	-10.9331437
Maximum	10.50309009
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-10.9331437
5-th percentile	-1.084950663
Q1	-0.5418146232
median	0.004857786785
Q3	0.5273255965
95-th percentile	1.129182235
Maximum	10.50309009
Range	21.43623379
Interquartile range (IQR)	1.06914022

Descriptive statistics

Standard deviation	0.7276378214
Coefficient of variation (CV)	-451.2692124
Kurtosis	3.772674055
Mean	-0.001612425137
Median Absolute Deviation (MAD)	0.535383649
Skewness	-0.2532158772
Sum	-161.2425137
Variance	0.5294567992
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9842619492	32	< 0.1%
-0.08058707745	28	< 0.1%
-0.8162637632	25	< 0.1%
-0.9969367748	21	< 0.1%
0.8446266468	21	< 0.1%
0.09617157396	16	< 0.1%
0.2787432829	15	< 0.1%
-0.6924166842	15	< 0.1%
0.2508856951	15	< 0.1%
-0.6501177955	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.9331437	1	< 0.1%
-9.499422964	1	< 0.1%
-8.887017141	3	< 0.1%
-8.527144872	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-7.105990062	1	< 0.1%
-6.49761626	1	< 0.1%
-6.320709562	1	< 0.1%
-6.152177127	1	< 0.1%

Value	Count	Frequency (%)
10.50309009	1	< 0.1%
8.361985192	1	< 0.1%
7.248762607	1	< 0.1%
5.894330179	1	< 0.1%
5.805795145	1	< 0.1%
4.753500893	1	< 0.1%
4.509682388	1	< 0.1%
4.342861193	1	< 0.1%
4.295616295	1	< 0.1%
4.23953931	1	< 0.1%

V23
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0002346220468
Minimum	-30.26972001
Maximum	22.08354487
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-30.26972001
5-th percentile	-0.4732104935
Q1	-0.1615715563
median	-0.01031762473
Q3	0.1471240717
95-th percentile	0.487700346
Maximum	22.08354487
Range	52.35326488
Interquartile range (IQR)	0.308695628

Descriptive statistics

Standard deviation	0.6308526312
Coefficient of variation (CV)	-2688.803716
Kurtosis	335.2809551
Mean	-0.0002346220468
Median Absolute Deviation (MAD)	0.1540744792
Skewness	-5.008517849
Sum	-23.46220468
Variance	0.3979750424
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3541980943	32	< 0.1%
-0.07299107927	28	< 0.1%
0.140304302	25	< 0.1%
0.363484906	21	< 0.1%
0.02067466769	21	< 0.1%
-0.09254896958	16	< 0.1%
-0.3315996894	15	< 0.1%
-0.02733678719	15	< 0.1%
-0.1185975116	15	< 0.1%
-0.1140694638	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-30.26972001	1	< 0.1%
-25.35674425	1	< 0.1%
-23.22201631	1	< 0.1%
-22.57500044	1	< 0.1%
-22.4591702	1	< 0.1%
-21.30366576	1	< 0.1%
-20.79442223	1	< 0.1%
-19.25432762	1	< 0.1%
-18.22729549	1	< 0.1%
-17.21581496	1	< 0.1%

Value	Count	Frequency (%)
22.08354487	1	< 0.1%
19.00294182	1	< 0.1%
18.94673404	1	< 0.1%
17.7684618	1	< 0.1%
17.29784508	1	< 0.1%
16.72281598	1	< 0.1%
15.62606698	1	< 0.1%
13.94456738	1	< 0.1%
13.32111375	1	< 0.1%
12.57646894	1	< 0.1%

V24
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0001570192666
Minimum	-2.822683592
Maximum	4.016341817
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-2.822683592
5-th percentile	-1.139503276
Q1	-0.3528386575
median	0.04060977983
Q3	0.4389261503
95-th percentile	0.8635593703
Maximum	4.016341817
Range	6.839025409
Interquartile range (IQR)	0.7917648078

Descriptive statistics

Standard deviation	0.6041752639
Coefficient of variation (CV)	3847.7779
Kurtosis	0.6033016038
Mean	0.0001570192666
Median Absolute Deviation (MAD)	0.3960883445
Skewness	-0.5584509927
Sum	15.70192666
Variance	0.3650277495
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6207093385	32	< 0.1%
1.01813597	28	< 0.1%
0.3578272493	25	< 0.1%
0.7262118838	21	< 0.1%
0.6048265698	21	< 0.1%
-1.345663706	16	< 0.1%
0.8914796679	15	< 0.1%
1.00995228	15	< 0.1%
-0.7088033426	15	< 0.1%
0.9159355995	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.822683592	1	< 0.1%
-2.814897636	1	< 0.1%
-2.78961381	1	< 0.1%
-2.776600389	1	< 0.1%
-2.766637615	1	< 0.1%
-2.752263399	1	< 0.1%
-2.74114685	1	< 0.1%
-2.732373482	1	< 0.1%
-2.728650099	1	< 0.1%
-2.718023955	1	< 0.1%

Value	Count	Frequency (%)
4.016341817	1	< 0.1%
3.99064595	1	< 0.1%
3.948061498	1	< 0.1%
3.695502946	1	< 0.1%
3.679740462	1	< 0.1%
3.664552186	1	< 0.1%
3.633398641	1	< 0.1%
3.569701805	1	< 0.1%
3.568682739	1	< 0.1%
3.563213966	1	< 0.1%

V25
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0003303166694
Minimum	-7.081325346
Maximum	6.070850384
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-7.081325346
5-th percentile	-0.825595639
Q1	-0.316102901
median	0.01515915583
Q3	0.350548688
95-th percentile	0.757490928
Maximum	6.070850384
Range	13.15217573
Interquartile range (IQR)	0.666651589

Descriptive statistics

Standard deviation	0.520542295
Coefficient of variation (CV)	-1575.888665
Kurtosis	3.959255178
Mean	-0.0003303166694
Median Absolute Deviation (MAD)	0.3331180529
Skewness	-0.4113395335
Sum	-33.03166694
Variance	0.2709642809
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2971378761	32	< 0.1%
0.6635747725	28	< 0.1%
0.1864229457	25	< 0.1%
-0.2645595863	21	< 0.1%
0.366624307	21	< 0.1%
0.5103049571	16	< 0.1%
0.2337301799	15	< 0.1%
0.7302403643	15	< 0.1%
0.3930317048	15	< 0.1%
0.7300730401	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.081325346	1	< 0.1%
-7.025783182	1	< 0.1%
-6.429333989	1	< 0.1%
-6.035054268	1	< 0.1%
-4.93074976	1	< 0.1%
-4.781605522	1	< 0.1%
-4.547278074	1	< 0.1%
-4.54106873	1	< 0.1%
-4.221212028	1	< 0.1%
-4.12988471	1	< 0.1%

Value	Count	Frequency (%)
6.070850384	1	< 0.1%
5.541597595	1	< 0.1%
5.521139565	1	< 0.1%
5.376594958	1	< 0.1%
4.881207473	1	< 0.1%
4.513680845	1	< 0.1%
4.381129115	1	< 0.1%
3.655825956	1	< 0.1%
3.624652046	1	< 0.1%
3.347936227	1	< 0.1%

V26
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0002405585695
Minimum	-2.604550553
Maximum	3.517345612
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-2.604550553
5-th percentile	-0.6973355785
Q1	-0.3266436385
median	-0.05155133845
Q3	0.2408806157
95-th percentile	0.9209796954
Maximum	3.517345612
Range	6.121896164
Interquartile range (IQR)	0.5675242541

Descriptive statistics

Standard deviation	0.4824919182
Coefficient of variation (CV)	2005.714946
Kurtosis	0.981440019
Mean	0.0002405585695
Median Absolute Deviation (MAD)	0.2803374777
Skewness	0.5860112203
Sum	24.05585695
Variance	0.2327984512
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1667356343	32	< 0.1%
-0.6713228443	28	< 0.1%
0.09654447079	25	< 0.1%
-0.398827515	21	< 0.1%
0.2196706474	21	< 0.1%
-0.1826735225	16	< 0.1%
-0.8244705574	15	< 0.1%
0.3840134458	15	< 0.1%
-0.2315446526	15	< 0.1%
0.3838794176	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.604550553	1	< 0.1%
-2.534329721	1	< 0.1%
-1.855355338	1	< 0.1%
-1.77357484	1	< 0.1%
-1.726927874	1	< 0.1%
-1.652532529	1	< 0.1%
-1.601741779	1	< 0.1%
-1.595356651	1	< 0.1%
-1.577118176	1	< 0.1%
-1.513371582	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.155327473	1	< 0.1%
3.087444274	1	< 0.1%
3.067907431	1	< 0.1%
3.033585806	1	< 0.1%
3.004455392	1	< 0.1%
2.992947231	1	< 0.1%
2.99121013	1	< 0.1%
2.952839575	1	< 0.1%
2.91782295	1	< 0.1%

V27
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0003957927196
Minimum	-9.895244048
Maximum	12.15240111
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-9.895244048
5-th percentile	-0.4133458572
Q1	-0.07125285247
median	0.001030326699
Q3	0.09109524898
95-th percentile	0.3875939435
Maximum	12.15240111
Range	22.04764515
Interquartile range (IQR)	0.1623481015

Descriptive statistics

Standard deviation	0.4004327425
Coefficient of variation (CV)	-1011.723366
Kurtosis	94.98112154
Mean	-0.0003957927196
Median Absolute Deviation (MAD)	0.07834880665
Skewness	-2.134024473
Sum	-39.57927196
Variance	0.1603463813
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.06829900993	32	< 0.1%
0.09680094523	28	< 0.1%
-0.03586631529	25	< 0.1%
-0.03920945159	21	< 0.1%
0.02773512151	21	< 0.1%
0.1070583025	16	< 0.1%
0.01163299465	15	< 0.1%
0.2413052126	15	< 0.1%
-0.02846527247	15	< 0.1%
-0.03190230409	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.895244048	1	< 0.1%
-9.544855375	1	< 0.1%
-9.390979796	1	< 0.1%
-8.703067823	1	< 0.1%
-8.567637738	1	< 0.1%
-8.358316638	1	< 0.1%
-7.976099818	1	< 0.1%
-7.764146772	1	< 0.1%
-7.263482146	2	< 0.1%
-7.144717172	1	< 0.1%

Value	Count	Frequency (%)
12.15240111	1	< 0.1%
10.13559735	1	< 0.1%
9.879903026	1	< 0.1%
9.200882567	1	< 0.1%
8.70897234	1	< 0.1%
8.104297442	1	< 0.1%
7.126343227	1	< 0.1%
6.578848594	1	< 0.1%
6.267709089	1	< 0.1%
6.250240044	1	< 0.1%

V28
Real number (ℝ)

Distinct	98249
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0003628173123
Minimum	-8.464609243
Maximum	33.84780782
Zeros	0
Zeros (%)	0.0%
Memory size	781.4 KiB

Quantile statistics

Minimum	-8.464609243
5-th percentile	-0.3162342886
Q1	-0.05316066014
median	0.01125536747
Q3	0.07747844547
95-th percentile	0.2566208679
Maximum	33.84780782
Range	42.31241706
Interquartile range (IQR)	0.1306391056

Descriptive statistics

Standard deviation	0.3426667961
Coefficient of variation (CV)	944.4609848
Kurtosis	1392.852517
Mean	0.0003628173123
Median Absolute Deviation (MAD)	0.06505331462
Skewness	17.23860957
Sum	36.28173123
Variance	0.1174205331
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02958470284	32	< 0.1%
0.02869687829	28	< 0.1%
0.01849457297	25	< 0.1%
-0.0427869554	21	< 0.1%
-0.06028215108	21	< 0.1%
0.07181800295	16	< 0.1%
0.03612330941	15	< 0.1%
-0.02035863786	15	< 0.1%
0.005579101072	15	< 0.1%
0.0298493414	14	< 0.1%
Other values (98239)	99798	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.464609243	1	< 0.1%
-8.424041001	1	< 0.1%
-8.307955487	1	< 0.1%
-8.232487861	1	< 0.1%
-6.390337595	1	< 0.1%
-6.172258584	1	< 0.1%
-6.129244552	1	< 0.1%
-5.944923121	1	< 0.1%
-5.897036219	1	< 0.1%
-5.839729492	1	< 0.1%

Value	Count	Frequency (%)
33.84780782	1	< 0.1%
16.12960914	1	< 0.1%
15.94215098	1	< 0.1%
15.7696356	1	< 0.1%
15.64913396	1	< 0.1%
15.61904147	1	< 0.1%
15.52264869	1	< 0.1%
15.37494933	1	< 0.1%
14.04630134	1	< 0.1%
13.01354589	1	< 0.1%

Amount
Real number (ℝ_≥0)

Distinct	19112
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	88.835153
Minimum	0
Maximum	19656.53
Zeros	623
Zeros (%)	0.6%
Memory size	781.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.98
Q1	5.84
median	22.3
Q3	77.7
95-th percentile	367.081
Maximum	19656.53
Range	19656.53
Interquartile range (IQR)	71.86

Descriptive statistics

Standard deviation	254.5234998
Coefficient of variation (CV)	2.86512142
Kurtosis	851.0277796
Mean	88.835153
Median Absolute Deviation (MAD)	20.51
Skewness	18.08276629
Sum	8883515.3
Variance	64782.21193
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4704	4.7%
1.98	2146	2.1%
0.89	1674	1.7%
9.99	1623	1.6%
15	1137	1.1%
10	1029	1.0%
0.76	1022	1.0%
1.29	998	1.0%
1.79	964	1.0%
0.99	804	0.8%
Other values (19102)	83899	83.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	623	0.6%
0.01	257	0.3%
0.02	31	< 0.1%
0.03	1	< 0.1%
0.04	2	< 0.1%
0.05	12	< 0.1%
0.06	2	< 0.1%
0.07	2	< 0.1%
0.08	3	< 0.1%
0.09	1	< 0.1%

Value	Count	Frequency (%)
19656.53	1	< 0.1%
18910	1	< 0.1%
12910.93	1	< 0.1%
8790.26	1	< 0.1%
8360	1	< 0.1%
7766.6	1	< 0.1%
7712.43	1	< 0.1%
6950.51	1	< 0.1%
6900.47	1	< 0.1%
6828	1	< 0.1%

Class
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.5 MiB

0	99849
1	151

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	100000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	99849	99.8%
1	151	0.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	99849	99.8%
1	151	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	99849	99.8%
1	151	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	100000	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	99849	99.8%
1	151	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	100000	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	99849	99.8%
1	151	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100000	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	99849	99.8%
1	151	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	10855	18566.0	1.249366	0.259922	0.505973	1.326966	-0.055465	-0.015667	-0.156832	-0.104244	1.838193	-0.540900	-0.515372	-2.265765	1.720733	1.321848	-0.832459	-0.053533	0.352782	-0.000203	0.162164	-0.162111	-0.473250	-0.940948	-0.053271	-0.525908	0.584290	-0.532133	0.011573	0.013828	10.66
1	273816	165711.0	0.141465	0.586145	0.320174	-0.985773	0.563376	-0.408230	0.378814	-0.879722	-0.251518	-0.588785	0.548288	0.836779	-0.288234	0.517356	-1.164976	0.433974	-0.840062	-0.398727	-0.402540	-0.367963	0.476321	-1.138053	-0.269271	-0.399267	0.821911	0.220199	0.069809	0.188908	0.89
2	17708	28859.0	1.331510	-0.778752	1.486884	-0.541383	-1.963501	-0.721183	-1.343324	0.038817	-0.141595	0.593559	-0.110318	-0.704357	-0.013170	-0.535506	1.330147	1.624687	0.088871	-0.699936	-0.018364	0.063910	0.451776	1.252000	-0.035464	0.758122	0.259750	-0.061798	0.056184	0.035587	9.99
3	111845	72393.0	-0.557169	0.712440	-0.601470	-1.652010	2.618591	3.237918	0.618573	0.487756	-0.014197	0.194115	-0.232598	-0.350644	-0.167243	-0.030643	0.485237	0.554766	-1.286373	0.132240	-0.494250	0.041162	-0.024861	-0.030212	-0.212911	1.027933	-0.060787	0.136017	-0.259648	-0.133428	50.00
4	203143	134671.0	2.279457	-0.552937	-2.426203	-0.808606	-0.042905	-1.997751	0.410793	-0.637362	-0.815361	0.986223	-0.976930	-1.519283	-1.706625	0.760020	-0.367768	0.127663	0.650511	-1.573541	0.753607	-0.162032	0.464995	1.340944	-0.216020	0.106957	0.706699	0.301992	-0.107306	-0.094886	20.00
5	135018	81073.0	1.198770	0.209336	0.087321	1.002979	0.011673	-0.304272	0.101617	-0.033476	0.113486	-0.013489	-0.618930	-0.236420	-0.693955	0.545848	1.280426	-0.102403	-0.235733	-0.390226	-0.593190	-0.182660	0.031537	0.107129	-0.117423	-0.293252	0.632656	-0.275446	0.022277	0.014175	18.43
6	81415	58922.0	-0.298067	0.941754	1.180773	0.670404	0.165205	-0.706999	1.091801	-0.187288	-0.491954	-0.529333	-0.737195	0.156315	0.059453	0.091544	-0.209058	-0.512534	-0.100841	-0.283283	0.053675	-0.016865	0.062091	0.252905	-0.216221	0.411060	0.430908	-0.319319	0.025450	0.022515	40.39
7	266449	162335.0	-0.080088	1.209548	-0.654198	-0.825806	1.194185	-0.262705	0.896738	0.037031	-0.188485	-0.375846	0.751877	0.790687	0.666373	-1.050536	-0.966732	0.603182	-0.091036	0.323759	0.191561	0.211149	-0.342070	-0.769953	0.026624	0.105119	-0.319618	0.124304	0.328975	0.130489	1.78
8	34983	37906.0	1.426281	-0.670106	-0.324646	-0.676844	-0.621607	-0.654032	-0.365963	-0.154709	-0.446326	0.619765	-1.530953	-1.668454	-1.542606	0.094702	0.018377	0.851801	0.415280	-1.176598	1.132398	0.023200	0.093550	0.181891	-0.273757	-0.448720	0.832222	-0.010311	-0.026975	-0.003185	40.00
9	212551	138903.0	1.725119	-0.187645	-1.338985	2.707382	2.189907	4.628924	-0.992509	1.157300	-0.640724	1.419511	-0.445579	-0.249690	0.046245	0.115479	0.354826	1.337069	-1.177650	0.010958	-2.037529	-0.044015	0.237479	0.437873	0.182931	0.672332	-0.269435	0.010152	0.014370	-0.024198	78.02

Last rows

	df_index	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
99990	146471	87721.0	-0.384951	0.703363	-0.088541	-0.726257	1.086167	-0.871655	0.737675	-0.132756	0.191861	-0.067167	-1.425386	0.121284	0.435540	-0.048264	-0.299478	0.021539	-0.629897	-0.669652	0.093219	0.069611	-0.345561	-0.691753	-0.056499	-0.706485	-0.359343	0.194080	0.406423	0.132596	1.29
99991	242545	151538.0	1.883177	-0.328223	-1.161611	0.478970	-0.184154	-1.093286	0.298735	-0.341752	0.503751	0.018712	-0.660254	0.553051	0.246641	0.267064	0.079747	-0.160164	-0.238833	-0.961449	0.044911	-0.040132	-0.227981	-0.708025	0.267154	-0.004019	-0.340052	0.191083	-0.083107	-0.044773	89.99
99992	15752	27187.0	1.066835	0.172520	1.399659	2.529089	-0.551285	0.684303	-0.603779	0.297337	-0.210498	0.637550	0.542415	1.033230	0.552805	-0.339992	-1.035885	0.890492	-0.815380	0.340305	-0.439079	-0.065531	-0.037753	-0.009266	-0.031686	0.020534	0.322130	-0.044724	0.038293	0.026991	20.71
99993	107424	70427.0	-3.288343	2.411038	1.245300	-0.592118	-0.490608	-0.374124	1.050702	-0.697972	3.342480	4.394340	-0.160860	0.144948	0.439963	-2.341009	0.124635	-0.745562	-0.684112	-0.405701	-0.272140	1.909909	-0.544512	0.530132	-0.271074	0.433495	0.494531	0.399200	0.977672	0.451351	29.99
99994	240994	150836.0	-0.381990	0.319656	-0.206536	0.139799	0.882558	0.112303	1.486073	-0.089126	-0.433339	-0.553314	-1.726573	-0.851897	-0.579220	0.465080	0.393399	0.247473	-0.923699	0.512780	-0.617275	0.218118	0.389569	0.762364	0.037188	-0.011079	0.446729	-0.438364	-0.008630	0.053014	177.41
99995	62913	50474.0	1.232376	0.303401	0.425363	0.778112	-0.603644	-1.279113	0.038589	-0.178378	0.133775	-0.259254	0.086057	-0.091745	-0.647633	-0.105419	1.159734	0.421836	0.159839	-0.305273	-0.315755	-0.143234	-0.275454	-0.836892	0.179258	0.649151	0.144916	0.076926	-0.028020	0.032407	1.98
99996	186704	127221.0	2.056978	-1.747385	-1.004048	-1.499740	-1.259765	-0.341651	-1.036031	-0.180778	-1.189717	1.473920	-1.010352	-0.555509	1.002807	-0.587069	-0.066481	-0.504908	0.432621	-0.100058	-0.242037	-0.129811	-0.086325	-0.001637	0.166725	0.601911	-0.260189	-0.215897	-0.000653	-0.018684	138.65
99997	7637	10568.0	-1.299449	1.791603	0.880885	-0.101701	0.020025	-0.342279	0.133400	-0.670626	1.473419	0.317039	1.998718	-2.551214	0.517433	1.232834	-0.359024	0.647265	0.473911	0.848877	0.024388	0.216870	0.268316	-1.242402	0.135269	-0.168232	-0.028293	0.062023	0.566211	0.264709	4.99
99998	52763	45630.0	1.533156	-1.023507	0.731929	-1.449616	-1.581992	-0.491930	-1.247945	-0.120806	-1.646772	1.391226	-0.806678	-0.689463	1.305144	-0.658473	0.842714	0.042480	0.141960	0.237033	-0.181689	-0.269342	-0.263151	-0.337746	0.059232	-0.138090	0.242662	-0.269290	0.059656	0.027895	8.95
99999	207952	136905.0	0.055525	0.801819	-0.102004	-0.939120	1.028697	-0.216654	0.914301	-0.025360	-0.317483	-0.256049	-0.044819	0.788599	0.664156	0.137600	-1.089610	0.374010	-1.061617	0.012149	0.585973	0.050014	-0.266807	-0.602328	-0.068079	-1.028879	-0.362853	0.182146	0.244406	0.078651	4.46

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows